{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Agent for text-to-SQL with automatic error correction\n",
    "_Authored by: [Aymeric Roucher](https://huggingface.co/m-ric)_\n",
    "\n",
    "In this tutorial, we'll see how to implement an agent that leverages SQL using `smolagents`.\n",
    "\n",
    "What's the advantage over a standard text-to-SQL pipeline?\n",
    "\n",
    "A standard text-to-sql pipeline is brittle, since the generated SQL query can be incorrect. Even worse, the query could be incorrect, but not raise an error, instead giving some incorrect/useless outputs without raising an alarm.\n",
    "\n",
    "👉 Instead, **an agent system is able to critically inspect outputs and decide if the query needs to be changed or not**, thus giving it a huge performance boost.\n",
    "\n",
    "Let's build this agent! 💪"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup SQL tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlalchemy import (\n",
    "    create_engine,\n",
    "    MetaData,\n",
    "    Table,\n",
    "    Column,\n",
    "    String,\n",
    "    Integer,\n",
    "    Float,\n",
    "    insert,\n",
    "    inspect,\n",
    "    text,\n",
    ")\n",
    "\n",
    "engine = create_engine(\"sqlite:///:memory:\")\n",
    "metadata_obj = MetaData()\n",
    "\n",
    "# create city SQL table\n",
    "table_name = \"receipts\"\n",
    "receipts = Table(\n",
    "    table_name,\n",
    "    metadata_obj,\n",
    "    Column(\"receipt_id\", Integer, primary_key=True),\n",
    "    Column(\"customer_name\", String(16), primary_key=True),\n",
    "    Column(\"price\", Float),\n",
    "    Column(\"tip\", Float),\n",
    ")\n",
    "metadata_obj.create_all(engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rows = [\n",
    "    {\"receipt_id\": 1, \"customer_name\": \"Alan Payne\", \"price\": 12.06, \"tip\": 1.20},\n",
    "    {\"receipt_id\": 2, \"customer_name\": \"Alex Mason\", \"price\": 23.86, \"tip\": 0.24},\n",
    "    {\"receipt_id\": 3, \"customer_name\": \"Woodrow Wilson\", \"price\": 53.43, \"tip\": 5.43},\n",
    "    {\"receipt_id\": 4, \"customer_name\": \"Margaret James\", \"price\": 21.11, \"tip\": 1.00},\n",
    "]\n",
    "for row in rows:\n",
    "    stmt = insert(receipts).values(**row)\n",
    "    with engine.begin() as connection:\n",
    "        cursor = connection.execute(stmt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check that our system works with a basic query:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 'Alan Payne', 12.06, 1.2)\n",
      "(2, 'Alex Mason', 23.86, 0.24)\n",
      "(3, 'Woodrow Wilson', 53.43, 5.43)\n",
      "(4, 'Margaret James', 21.11, 1.0)\n"
     ]
    }
   ],
   "source": [
    "with engine.connect() as con:\n",
    "    rows = con.execute(text(\"\"\"SELECT * from receipts\"\"\"))\n",
    "    for row in rows:\n",
    "        print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build our agent\n",
    "\n",
    "Now let's make our SQL table retrievable by a tool.\n",
    "\n",
    "Our `sql_engine` tool needs the following: (read [the documentation](https://huggingface.co/docs/transformers/en/agents#create-a-new-tool) for more detail)\n",
    "- A docstring with an `Args:` part. This docstring will be parsed to become the tool's `description` attribute, which will be used as the instruction manual for the LLM powering the agent, so it's important to provide it!\n",
    "- Type hints for inputs and output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from smolagents import tool\n",
    "\n",
    "\n",
    "@tool\n",
    "def sql_engine(query: str) -> str:\n",
    "    \"\"\"\n",
    "    Allows you to perform SQL queries on the table. Returns a string representation of the result.\n",
    "    The table is named 'receipts'. Its description is as follows:\n",
    "        Columns:\n",
    "        - receipt_id: INTEGER\n",
    "        - customer_name: VARCHAR(16)\n",
    "        - price: FLOAT\n",
    "        - tip: FLOAT\n",
    "\n",
    "    Args:\n",
    "        query: The query to perform. This should be correct SQL.\n",
    "    \"\"\"\n",
    "    output = \"\"\n",
    "    with engine.connect() as con:\n",
    "        rows = con.execute(text(query))\n",
    "        for row in rows:\n",
    "            output += \"\\n\" + str(row)\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us create an agent that leverages this tool.\n",
    "\n",
    "We use the `CodeAgent`, which is `transformers.agents`' main agent class: an agent that writes actions in code and can iterate on previous output according to the ReAct framework.\n",
    "\n",
    "The `llm_engine` is the LLM that powers the agent system. `InferenceClientModel` allows you to call LLMs using Hugging Face's Inference API, either via Serverless or Dedicated endpoint, but you could also use any proprietary API: check out [this other cookbook](agent_change_llm) to learn how to adapt it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from smolagents import CodeAgent, InferenceClientModel\n",
    "\n",
    "agent = CodeAgent(\n",
    "    tools=[sql_engine],\n",
    "    model=InferenceClientModel(\"meta-llama/Meta-Llama-3-8B-Instruct\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">╭──────────────────────────────────────────────────── </span><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">New run</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ────────────────────────────────────────────────────╮</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>                                                                                                                 <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Can you give me the name of the client who got the most expensive receipt?</span>                                      <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>                                                                                                                 <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">╰─ InferenceClientModel - meta-llama/Meta-Llama-3-8B-Instruct ──────────────────────────────────────────────────────────────╯</span>\n",
       "</pre>\n"
      ],
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       "\u001b[38;2;212;183;2m╭─\u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[1;38;2;212;183;2mNew run\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╮\u001b[0m\n",
       "\u001b[38;2;212;183;2m│\u001b[0m                                                                                                                 \u001b[38;2;212;183;2m│\u001b[0m\n",
       "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mCan you give me the name of the client who got the most expensive receipt?\u001b[0m                                      \u001b[38;2;212;183;2m│\u001b[0m\n",
       "\u001b[38;2;212;183;2m│\u001b[0m                                                                                                                 \u001b[38;2;212;183;2m│\u001b[0m\n",
       "\u001b[38;2;212;183;2m╰─\u001b[0m\u001b[38;2;212;183;2m InferenceClientModel - meta-llama/Meta-Llama-3-8B-Instruct \u001b[0m\u001b[38;2;212;183;2m─────────────────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╯\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
       "</pre>\n"
      ],
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       "\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m0\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─ <span style=\"font-weight: bold\">Executing this code:</span> ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">1 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">most_expensive_receipt </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> sql_engine(query</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"SELECT customer_name, MAX(price + tip) FROM receipts\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">2 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"The most expensive receipt is from:\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">, most_expensive_receipt)</span><span style=\"background-color: #272822\">                                       </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">3 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">final_answer(most_expensive_receipt</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">split(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">':'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">])</span><span style=\"background-color: #272822\">                                                         </span> │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭─ \u001b[1mExecuting this code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m1 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmost_expensive_receipt\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msql_engine\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mquery\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mSELECT customer_name, MAX(price + tip) FROM receipts\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m2 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mThe most expensive receipt is from:\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmost_expensive_receipt\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                       \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m3 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mfinal_answer\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmost_expensive_receipt\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msplit\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m:\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                         \u001b[0m │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
      ]
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Execution logs:</span>\n",
       "The most expensive receipt is from: \n",
       "('Woodrow Wilson', 58.86)\n",
       "\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">Out - Final answer: </span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">('Woodrow Wilson', 58.86)</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mExecution logs:\u001b[0m\n",
       "The most expensive receipt is from: \n",
       "('Woodrow Wilson', 58.86)\n",
       "\n",
       "\u001b[1;38;2;212;183;2mOut - Final answer: \u001b[0m\n",
       "\u001b[1;38;2;212;183;2m('Woodrow Wilson', 58.86)\u001b[0m\n"
      ]
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       "</pre>\n"
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       "\u001b[2m[Step 0: Duration 3.42 seconds| Input tokens: 2,055 | Output tokens: 105]\u001b[0m\n"
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      "text/plain": [
       "\"\\n('Woodrow Wilson', 58.86)\""
      ]
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     "execution_count": 6,
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   ],
   "source": [
    "agent.run(\"Can you give me the name of the client who got the most expensive receipt?\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Increasing difficulty: Table joins\n",
    "\n",
    "Now let's make it more challenging! We want our agent to handle joins across multiple tables.\n",
    "\n",
    "So let's make a second table recording the names of waiters for each `receipt_id`!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "table_name = \"waiters\"\n",
    "receipts = Table(\n",
    "    table_name,\n",
    "    metadata_obj,\n",
    "    Column(\"receipt_id\", Integer, primary_key=True),\n",
    "    Column(\"waiter_name\", String(16), primary_key=True),\n",
    ")\n",
    "metadata_obj.create_all(engine)\n",
    "\n",
    "rows = [\n",
    "    {\"receipt_id\": 1, \"waiter_name\": \"Corey Johnson\"},\n",
    "    {\"receipt_id\": 2, \"waiter_name\": \"Michael Watts\"},\n",
    "    {\"receipt_id\": 3, \"waiter_name\": \"Michael Watts\"},\n",
    "    {\"receipt_id\": 4, \"waiter_name\": \"Margaret James\"},\n",
    "]\n",
    "for row in rows:\n",
    "    stmt = insert(receipts).values(**row)\n",
    "    with engine.begin() as connection:\n",
    "        cursor = connection.execute(stmt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to update the `SQLExecutorTool` with this table's description to let the LLM properly leverage information from this table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Allows you to perform SQL queries on the table. Beware that this tool's output is a string representation of the execution output.\n",
      "It can use the following tables:\n",
      "\n",
      "Table 'receipts':\n",
      "Columns:\n",
      "  - receipt_id: INTEGER\n",
      "  - customer_name: VARCHAR(16)\n",
      "  - price: FLOAT\n",
      "  - tip: FLOAT\n",
      "\n",
      "Table 'waiters':\n",
      "Columns:\n",
      "  - receipt_id: INTEGER\n",
      "  - waiter_name: VARCHAR(16)\n"
     ]
    }
   ],
   "source": [
    "updated_description = \"\"\"Allows you to perform SQL queries on the table. Beware that this tool's output is a string representation of the execution output.\n",
    "It can use the following tables:\"\"\"\n",
    "\n",
    "inspector = inspect(engine)\n",
    "for table in [\"receipts\", \"waiters\"]:\n",
    "    columns_info = [(col[\"name\"], col[\"type\"]) for col in inspector.get_columns(table)]\n",
    "\n",
    "    table_description = f\"Table '{table}':\\n\"\n",
    "\n",
    "    table_description += \"Columns:\\n\" + \"\\n\".join(\n",
    "        [f\"  - {name}: {col_type}\" for name, col_type in columns_info]\n",
    "    )\n",
    "    updated_description += \"\\n\\n\" + table_description\n",
    "\n",
    "print(updated_description)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since this request is a bit harder than the previous one, we'll switch the llm engine to use the more powerful [Qwen/Qwen2.5-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">╭──────────────────────────────────────────────────── </span><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">New run</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ────────────────────────────────────────────────────╮</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>                                                                                                                 <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Which waiter got more total money from tips?</span>                                                                    <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>                                                                                                                 <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
       "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">╰─ InferenceClientModel - Qwen/Qwen2.5-72B-Instruct ────────────────────────────────────────────────────────────────────────╯</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[38;2;212;183;2m╭─\u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[1;38;2;212;183;2mNew run\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╮\u001b[0m\n",
       "\u001b[38;2;212;183;2m│\u001b[0m                                                                                                                 \u001b[38;2;212;183;2m│\u001b[0m\n",
       "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mWhich waiter got more total money from tips?\u001b[0m                                                                    \u001b[38;2;212;183;2m│\u001b[0m\n",
       "\u001b[38;2;212;183;2m│\u001b[0m                                                                                                                 \u001b[38;2;212;183;2m│\u001b[0m\n",
       "\u001b[38;2;212;183;2m╰─\u001b[0m\u001b[38;2;212;183;2m InferenceClientModel - Qwen/Qwen2.5-72B-Instruct \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╯\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m0\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─ <span style=\"font-weight: bold\">Executing this code:</span> ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">1 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">result </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> sql_engine(query</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"SELECT w.waiter_name, SUM(t.tip) AS total_tips FROM receipts t JOIN waiters w ON</span> │\n",
       "│ <span style=\"background-color: #272822\">    </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">t.receipt_id = w.receipt_id GROUP BY w.waiter_name\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                       </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">2 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(result)</span><span style=\"background-color: #272822\">                                                                                              </span> │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭─ \u001b[1mExecuting this code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m1 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mresult\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msql_engine\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mquery\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mSELECT w.waiter_name, SUM(t.tip) AS total_tips FROM receipts t JOIN waiters w ON\u001b[0m │\n",
       "│ \u001b[48;2;39;40;34m    \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mt.receipt_id = w.receipt_id GROUP BY w.waiter_name\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                       \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m2 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mresult\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                                                              \u001b[0m │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Execution logs:</span>\n",
       "\n",
       "('Corey Johnson', 1.2)\n",
       "('Margaret James', 1.0)\n",
       "('Michael Watts', 5.67)\n",
       "\n",
       "Out: None\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mExecution logs:\u001b[0m\n",
       "\n",
       "('Corey Johnson', 1.2)\n",
       "('Margaret James', 1.0)\n",
       "('Michael Watts', 5.67)\n",
       "\n",
       "Out: None\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">[Step 0: Duration 29.62 seconds| Input tokens: 2,119 | Output tokens: 120]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2m[Step 0: Duration 29.62 seconds| Input tokens: 2,119 | Output tokens: 120]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m1\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─ <span style=\"font-weight: bold\">Executing this code:</span> ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 1 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># Extract waiter names and their tips into separate lists</span><span style=\"background-color: #272822\">                                                 </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 2 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">waiter_names </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> [row[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">] </span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">for</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">in</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> result]</span><span style=\"background-color: #272822\">                                                                 </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 3 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">total_tips </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> [row[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">1</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">] </span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">for</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">in</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> result]</span><span style=\"background-color: #272822\">                                                                   </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 4 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 5 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># Find the index of the maximum tip</span><span style=\"background-color: #272822\">                                                                       </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 6 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">max_index </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> total_tips</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">index(max(total_tips))</span><span style=\"background-color: #272822\">                                                             </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 7 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 8 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># The waiter with the maximum tip</span><span style=\"background-color: #272822\">                                                                         </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 9 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">waiter_max_tip </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> waiter_names[max_index]</span><span style=\"background-color: #272822\">                                                                  </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">10 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">11 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">f\"Waiter with the most tips: {</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">waiter_max_tip</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">}\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                     </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">12 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">f\"Total tips: {</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">max(total_tips)</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">}\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                                   </span> │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭─ \u001b[1mExecuting this code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 1 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# Extract waiter names and their tips into separate lists\u001b[0m\u001b[48;2;39;40;34m                                                 \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 2 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_names\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mfor\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34min\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mresult\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                                 \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 3 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m1\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mfor\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34min\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mresult\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                                   \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 4 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 5 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# Find the index of the maximum tip\u001b[0m\u001b[48;2;39;40;34m                                                                       \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 6 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax_index\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mindex\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                             \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 7 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 8 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# The waiter with the maximum tip\u001b[0m\u001b[48;2;39;40;34m                                                                         \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 9 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_max_tip\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_names\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax_index\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                                  \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m10 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m11 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mf\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mWaiter with the most tips: \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m{\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_max_tip\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m}\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                     \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m12 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mf\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mTotal tips: \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m{\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m}\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                                   \u001b[0m │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Code execution failed: Code execution failed at line </span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">'total_tips = [row[1] for row in result]'</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> because of the </span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">following error:</span>\n",
       "<span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Index </span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">1</span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\"> out of bounds for string of length </span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">1</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;31mCode execution failed: Code execution failed at line \u001b[0m\u001b[1;31m'total_tips = \u001b[0m\u001b[1;31m[\u001b[0m\u001b[1;31mrow\u001b[0m\u001b[1;31m[\u001b[0m\u001b[1;31m1\u001b[0m\u001b[1;31m]\u001b[0m\u001b[1;31m for row in result\u001b[0m\u001b[1;31m]\u001b[0m\u001b[1;31m'\u001b[0m\u001b[1;31m because of the \u001b[0m\n",
       "\u001b[1;31mfollowing error:\u001b[0m\n",
       "\u001b[1;31mIndex \u001b[0m\u001b[1;31m1\u001b[0m\u001b[1;31m out of bounds for string of length \u001b[0m\u001b[1;31m1\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">[Step 1: Duration 45.08 seconds| Input tokens: 4,499 | Output tokens: 410]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2m[Step 1: Duration 45.08 seconds| Input tokens: 4,499 | Output tokens: 410]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m2\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─ <span style=\"font-weight: bold\">Executing this code:</span> ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 1 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># Parse the result string to extract waiter names and their tips</span><span style=\"background-color: #272822\">                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 2 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">parsed_result </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> []</span><span style=\"background-color: #272822\">                                                                                        </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 3 </span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">for</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">in</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> result</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">split(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">\\n</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">):</span><span style=\"background-color: #272822\">                                                                            </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 4 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">    </span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">if</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> </span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'('</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">in</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row:</span><span style=\"background-color: #272822\">                                                                                        </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 5 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        parsed_row </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">strip(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">'()'</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">split(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">','</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                           </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 6 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        waiter_name </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> parsed_row[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">strip()</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">strip(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"'\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                    </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 7 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        total_tips </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> float(parsed_row[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">1</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">]</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">strip())</span><span style=\"background-color: #272822\">                                                         </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 8 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">        parsed_result</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">append((waiter_name, total_tips))</span><span style=\"background-color: #272822\">                                                   </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\"> 9 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">10 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># Extract waiter names and their tips into separate lists</span><span style=\"background-color: #272822\">                                                 </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">11 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">waiter_names </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> [row[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">0</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">] </span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">for</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">in</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> parsed_result]</span><span style=\"background-color: #272822\">                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">12 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">total_tips </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> [row[</span><span style=\"color: #ae81ff; text-decoration-color: #ae81ff; background-color: #272822\">1</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">] </span><span style=\"color: #66d9ef; text-decoration-color: #66d9ef; background-color: #272822\">for</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> row </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">in</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> parsed_result]</span><span style=\"background-color: #272822\">                                                            </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">13 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">14 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># Find the index of the maximum tip</span><span style=\"background-color: #272822\">                                                                       </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">15 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">max_index </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> total_tips</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">.</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">index(max(total_tips))</span><span style=\"background-color: #272822\">                                                             </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">16 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">17 </span><span style=\"color: #959077; text-decoration-color: #959077; background-color: #272822\"># The waiter with the maximum tip</span><span style=\"background-color: #272822\">                                                                         </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">18 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">waiter_max_tip </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> waiter_names[max_index]</span><span style=\"background-color: #272822\">                                                                  </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">19 </span><span style=\"background-color: #272822\">                                                                                                          </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">20 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">f\"Waiter with the most tips: {</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">waiter_max_tip</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">}\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                     </span> │\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">21 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">f\"Total tips: {</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">max(total_tips)</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">}\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                                                                   </span> │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭─ \u001b[1mExecuting this code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 1 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# Parse the result string to extract waiter names and their tips\u001b[0m\u001b[48;2;39;40;34m                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 2 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_result\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                                                        \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 3 \u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mfor\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34min\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mresult\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msplit\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m\\n\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[48;2;39;40;34m                                                                            \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 4 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m    \u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mif\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34min\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m:\u001b[0m\u001b[48;2;39;40;34m                                                                                        \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 5 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_row\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstrip\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m()\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34msplit\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m,\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                           \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 6 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_name\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_row\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstrip\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstrip\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m'\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                    \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 7 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mfloat\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_row\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m1\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mstrip\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                         \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 8 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m        \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_result\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mappend\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_name\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m,\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                   \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m 9 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m10 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# Extract waiter names and their tips into separate lists\u001b[0m\u001b[48;2;39;40;34m                                                 \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m11 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_names\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m0\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mfor\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34min\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_result\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m12 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;174;129;255;48;2;39;40;34m1\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;102;217;239;48;2;39;40;34mfor\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mrow\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34min\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mparsed_result\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                            \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m13 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m14 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# Find the index of the maximum tip\u001b[0m\u001b[48;2;39;40;34m                                                                       \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m15 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax_index\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m.\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mindex\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                             \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m16 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m17 \u001b[0m\u001b[38;2;149;144;119;48;2;39;40;34m# The waiter with the maximum tip\u001b[0m\u001b[48;2;39;40;34m                                                                         \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m18 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_max_tip\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_names\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m[\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax_index\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m]\u001b[0m\u001b[48;2;39;40;34m                                                                  \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m19 \u001b[0m\u001b[48;2;39;40;34m                                                                                                          \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m20 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mf\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mWaiter with the most tips: \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m{\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mwaiter_max_tip\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m}\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                     \u001b[0m │\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m21 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mf\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mTotal tips: \u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m{\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mmax\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtotal_tips\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m}\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                                                                   \u001b[0m │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Execution logs:</span>\n",
       "Waiter with the most tips: Michael Watts\n",
       "Total tips: 5.67\n",
       "\n",
       "Out: None\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mExecution logs:\u001b[0m\n",
       "Waiter with the most tips: Michael Watts\n",
       "Total tips: 5.67\n",
       "\n",
       "Out: None\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">[Step 2: Duration 42.12 seconds| Input tokens: 7,406 | Output tokens: 664]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2m[Step 2: Duration 42.12 seconds| Input tokens: 7,406 | Output tokens: 664]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m3\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─ <span style=\"font-weight: bold\">Executing this code:</span> ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ <span style=\"color: #e3e3dd; text-decoration-color: #e3e3dd; background-color: #272822; font-weight: bold\">  </span><span style=\"color: #656660; text-decoration-color: #656660; background-color: #272822\">1 </span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">final_answer(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"The waiter with the most tips is Michael Watts, with a total of $5.67.\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\">                     </span> │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
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       "╭─ \u001b[1mExecuting this code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────────╮\n",
       "│ \u001b[1;38;2;227;227;221;48;2;39;40;34m  \u001b[0m\u001b[38;2;101;102;96;48;2;39;40;34m1 \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mfinal_answer\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mThe waiter with the most tips is Michael Watts, with a total of $5.67.\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m                     \u001b[0m │\n",
       "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">Out - Final answer: The waiter with the most tips is Michael Watts, with a total of $5.67.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;38;2;212;183;2mOut - Final answer: The waiter with the most tips is Michael Watts, with a total of $5.67.\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">[Step 3: Duration 5.83 seconds| Input tokens: 10,869 | Output tokens: 729]</span>\n",
       "</pre>\n"
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       "\u001b[2m[Step 3: Duration 5.83 seconds| Input tokens: 10,869 | Output tokens: 729]\u001b[0m\n"
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     "data": {
      "text/plain": [
       "'The waiter with the most tips is Michael Watts, with a total of $5.67.'"
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     "execution_count": 9,
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   ],
   "source": [
    "sql_engine.description = updated_description\n",
    "\n",
    "agent = CodeAgent(\n",
    "    tools=[sql_engine],\n",
    "    model=InferenceClientModel(\"Qwen/Qwen2.5-72B-Instruct\"),\n",
    ")\n",
    "\n",
    "agent.run(\"Which waiter got more total money from tips?\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It directly works! The setup was surprisingly simple, wasn't it?\n",
    "\n",
    "✅ Now you can go build this text-to-SQL system you've always dreamt of! ✨"
   ]
  }
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